{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "import sys\n",
    "sys.path.insert(0, '../python')\n",
    "sys.path.insert(0, '../')\n",
    "import torch\n",
    "import util\n",
    "from model import handpose_model\n",
    "import numpy as np\n",
    "import cv2\n",
    "import util\n",
    "import math\n",
    "from scipy.ndimage.filters import gaussian_filter\n",
    "import matplotlib.pyplot as plt\n",
    "import matplotlib\n",
    "from torchvision import transforms"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "model = handpose_model()\n",
    "\n",
    "model_dict = torch.load('../model/hand_pose_model.pth')\n",
    "\n",
    "model.load_state_dict(util.transfer(model, model_dict))\n",
    "\n",
    "test_image = '../images/hand.jpg'\n",
    "oriImg = cv2.imread(test_image)  # B,G,R order\n",
    "\n",
    "scale_search = [0.5, 1.0, 1.5, 2.0]\n",
    "# scale_search = [0.5]\n",
    "boxsize = 368\n",
    "stride = 8\n",
    "padValue = 128\n",
    "thre = 0.05\n",
    "multiplier = [x * boxsize / oriImg.shape[0] for x in scale_search]\n",
    "heatmap_avg = np.zeros((oriImg.shape[0], oriImg.shape[1], 22))\n",
    "# paf_avg = np.zeros((oriImg.shape[0], oriImg.shape[1], 38))\n",
    "\n",
    "for m in range(len(multiplier)):\n",
    "    scale = multiplier[m]\n",
    "    imageToTest = cv2.resize(oriImg, (0, 0), fx=scale, fy=scale, interpolation=cv2.INTER_CUBIC)\n",
    "    imageToTest_padded, pad = util.padRightDownCorner(imageToTest, stride, padValue)\n",
    "    im = np.transpose(np.float32(imageToTest_padded[:, :, :, np.newaxis]), (3, 2, 0, 1)) / 256 - 0.5\n",
    "    im = np.ascontiguousarray(im)\n",
    "\n",
    "    data = torch.from_numpy(im).float()\n",
    "    if torch.cuda.is_available():\n",
    "        data = data.cuda()\n",
    "    # data = data.permute([2, 0, 1]).unsqueeze(0).float()\n",
    "    with torch.no_grad():\n",
    "        output = model(data).numpy()\n",
    "\n",
    "    # extract outputs, resize, and remove padding\n",
    "    heatmap = np.transpose(np.squeeze(output), (1, 2, 0))  # output 1 is heatmaps\n",
    "    heatmap = cv2.resize(heatmap, (0, 0), fx=stride, fy=stride, interpolation=cv2.INTER_CUBIC)\n",
    "    heatmap = heatmap[:imageToTest_padded.shape[0] - pad[2], :imageToTest_padded.shape[1] - pad[3], :]\n",
    "    heatmap = cv2.resize(heatmap, (oriImg.shape[1], oriImg.shape[0]), interpolation=cv2.INTER_CUBIC)\n",
    "\n",
    "    heatmap_avg += heatmap / len(multiplier)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1440x1440 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "import torchvision\n",
    "from PIL import Image\n",
    "import matplotlib.cm as cm\n",
    "\n",
    "def visualize(heatmap):\n",
    "    plt.figure(figsize=(20,20))\n",
    "    bg_list = torch.from_numpy(np.transpose(np.array([oriImg[:, :, [2, 1, 0]]]*22), (0, 3, 1, 2)))\n",
    "    w = oriImg.shape[0]\n",
    "    max_value = np.max(heatmap_avg)\n",
    "    min_value = np.min(heatmap_avg)\n",
    "    img_list = []\n",
    "    im = Image.open(test_image)\n",
    "    for i in range(22):\n",
    "        vis_img = (heatmap[:, :, i]-min_value)/max_value\n",
    "        vis_img = Image.fromarray(np.uint8(cm.jet(vis_img) * 255))\n",
    "        vis_img = vis_img.convert('RGB') # dropping alpha channel\n",
    "        vis_img = Image.blend(im, vis_img, 0.5)\n",
    "        vis_img = np.array(vis_img)\n",
    "        img_list.append(np.transpose(vis_img, (2, 0, 1)))\n",
    "    img_list = torchvision.utils.make_grid(torch.from_numpy(np.array(img_list)), nrow=11, padding=0)\n",
    "    plt.imshow(np.transpose(img_list.numpy(), (1, 2, 0))[...,::-1]) # bgr to rgb\n",
    "    plt.axis('off')\n",
    "visualize(heatmap_avg)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1440x1440 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "import copy\n",
    "heatmap_1 = copy.deepcopy(heatmap_avg)\n",
    "for part in range(21):\n",
    "    map_ori = heatmap_1[:, :, part]\n",
    "    one_heatmap = gaussian_filter(map_ori, sigma=3)\n",
    "    heatmap_1[:, :, part] = one_heatmap\n",
    "    \n",
    "visualize(heatmap_1)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1440x1440 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "heatmap_2 = copy.deepcopy(heatmap_1)\n",
    "heatmap_2[heatmap_2<thre] = 0\n",
    "visualize(heatmap_2)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(-0.5, 199.5, 199.5, -0.5)"
      ]
     },
     "execution_count": 6,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "from skimage.measure import label\n",
    "\n",
    "map_ori = heatmap_avg[:, :, 1]\n",
    "one_heatmap = gaussian_filter(map_ori, sigma=3)\n",
    "binary = np.ascontiguousarray(one_heatmap>0.05, dtype=np.uint8)\n",
    "label_img, label_numbers = label(binary, return_num=True, connectivity = binary.ndim)\n",
    "plt.imshow(oriImg[:, :, [2, 1, 0]])\n",
    "plt.imshow(label_img, alpha=.5, cmap=plt.cm.hot_r)\n",
    "plt.axis('off')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[<matplotlib.lines.Line2D at 0xb1e6e3358>]"
      ]
     },
     "execution_count": 7,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "max_index = np.argmax([np.sum(map_ori[label_img == i]) for i in range(1, label_numbers+1)])+1\n",
    "label_img[label_img!=max_index] = 0\n",
    "map_ori[label_img==0] = 0\n",
    "def npmax(array):\n",
    "    arrayindex = array.argmax(1)\n",
    "    arrayvalue = array.max(1)\n",
    "    i = arrayvalue.argmax()\n",
    "    j = arrayindex[i]\n",
    "    return i, j\n",
    "y, x = npmax(map_ori)\n",
    "\n",
    "plt.imshow(oriImg[:, :, [2, 1, 0]])\n",
    "plt.plot(x, y,'r.')\n",
    "plt.text(x, y, '1')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [],
   "source": [
    "all_peaks = []\n",
    "for part in range(21):\n",
    "    map_ori = heatmap_avg[:, :, part]\n",
    "    one_heatmap = gaussian_filter(map_ori, sigma=3)\n",
    "    binary = np.ascontiguousarray(one_heatmap>thre, dtype=np.uint8)\n",
    "    # 全部小于阈值\n",
    "    if np.sum(binary)==0:\n",
    "        all_peaks.append(-1)\n",
    "        continue\n",
    "    label_img, label_numbers = label(binary, return_num=True, connectivity = binary.ndim)\n",
    "    max_index = np.argmax([np.sum(map_ori[label_img == i]) for i in range(1, label_numbers+1)])+1\n",
    "    label_img[label_img!=max_index] = 0\n",
    "    map_ori[label_img==0] = 0\n",
    "    def npmax(array):\n",
    "        arrayindex = array.argmax(1)\n",
    "        arrayvalue = array.max(1)\n",
    "        i = arrayvalue.argmax()\n",
    "        j = arrayindex[i]\n",
    "        return i, j\n",
    "    y, x = npmax(map_ori)\n",
    "    all_peaks.append((x, y))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[(100, 173),\n",
       " (125, 148),\n",
       " (150, 130),\n",
       " (168, 112),\n",
       " (163, 93),\n",
       " (69, 112),\n",
       " (54, 84),\n",
       " (46, 66),\n",
       " (42, 47),\n",
       " (83, 104),\n",
       " (81, 66),\n",
       " (79, 40),\n",
       " (78, 17),\n",
       " (97, 95),\n",
       " (107, 55),\n",
       " (112, 29),\n",
       " (117, 8),\n",
       " (112, 97),\n",
       " (138, 71),\n",
       " (153, 78),\n",
       " (158, 91)]"
      ]
     },
     "execution_count": 9,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "all_peaks"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 32,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "edges = [[0,1],[1,2],[2,3],[3,4],[0,5],[5,6],[6,7],[7,8],[0,9],[9,10], \\\n",
    "         [10,11],[11,12],[0,13],[13,14],[14,15],[15,16],[0,17],[17,18],[18,19],[19,20]]\n",
    "\n",
    "plt.imshow(oriImg[:, :, [2, 1, 0]])\n",
    "\n",
    "for i, (x, y) in enumerate(all_peaks):\n",
    "    plt.plot(x, y,'r.')\n",
    "    plt.text(x, y, str(i))\n",
    "for ie, e in enumerate(edges):\n",
    "    rgb = matplotlib.colors.hsv_to_rgb([ie/float(len(edges)), 1.0, 1.0])\n",
    "    x1, y1 = all_peaks[e[0]]\n",
    "    x2, y2 = all_peaks[e[1]]\n",
    "    plt.plot([x1, x2], [y1, y2], color=rgb)\n",
    "plt.axis('off')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.6.6"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}
